Math 2.0

Linear and multilinear algebra; matrix theory Definition

M-matrix

Builds on Square matrixNonnegative matrixSpectral radiusIdentity matrix

Definition

Let n≥1n \ge 1 and let A=(aij)A = (a_{ij}) be a real n×nn \times n matrix. The matrix AA is a Z-matrix if aij≤0a_{ij} \le 0 for all i≠ji \ne j. The matrix AA is an M-matrix if it can be written as A=sI−BA = sI - B, where:

  1. II is the n×nn \times n identity matrix and ss is a real number.
  2. BB is a nonnegative matrix.
  3. s≥ρ(B)s \ge \rho(B), where ρ(B)\rho(B) is the spectral radius of BB.

An M-matrix is nonsingular if moreover s>ρ(B)s > \rho(B).

Remarks

Every M-matrix is a Z-matrix. For a Z-matrix the choice of ss does not matter: whenever s≥max⁡iaiis \ge \max_i a_{ii}, the number s−ρ(sI−A)s - \rho(sI - A) is the same. Example: A=(2−1−12)=2I−BA = \begin{pmatrix} 2 & -1 \\ -1 & 2 \end{pmatrix} = 2I - B with B=(0110)B = \begin{pmatrix} 0 & 1 \\ 1 & 0 \end{pmatrix}. The eigenvalues of BB are ±1\pm 1, so ρ(B)=1<2\rho(B) = 1 < 2, and AA is a nonsingular M-matrix. Non-example: A=(1−2−21)=I−BA = \begin{pmatrix} 1 & -2 \\ -2 & 1 \end{pmatrix} = I - B with B=(0220)B = \begin{pmatrix} 0 & 2 \\ 2 & 0 \end{pmatrix}. Here ρ(B)=2>1\rho(B) = 2 > 1, so clause 3 fails; indeed AA has the negative eigenvalue −1-1. For a Z-matrix AA, each of the following conditions is equivalent to AA being a nonsingular M-matrix.

  1. AA is invertible and A−1A^{-1} is nonnegative.
  2. Every eigenvalue of AA has positive real part.
  3. All leading principal minors of AA are positive.

Reading path

To understand this page from the ground up, read these 5 pages in order. The foundations come first.

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Each page uses the pages above it. The colour of the bar on a box shows how strong the evidence is, and the box also gives it as text. The list has the same pages.
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  1. Identity matrix object
  2. Nonnegative matrix concept
  3. Spectral radius concept
  4. Square matrix concept
  5. M-matrix definition

Further reading

  1. Web https://en.wikipedia.org/wiki/M-matrix
About this page
TagC9VJ8DTZWC
URIm2://C9VJ8DTZWC
Kinddefinition
WritingW0 stub
MSC15B48, 15A18
DefinesM-matrix
UsesSquare matrix, Nonnegative matrix, Spectral radius, Identity matrix
Changed2 November 2026

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